Cargando…
Two-level resolution of relative risk of dengue disease in a hyperendemic city of Colombia
Risk maps of dengue disease offer to the public health officers a tool to model disease risk in space and time. We analyzed the geographical distribution of relative incidence risk of dengue disease in a high incidence city from Colombia, and its evolution in time during the period January 2009—Dece...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6133285/ https://www.ncbi.nlm.nih.gov/pubmed/30204762 http://dx.doi.org/10.1371/journal.pone.0203382 |
_version_ | 1783354488481906688 |
---|---|
author | Adin, Aritz Martínez-Bello, Daniel Adyro López-Quílez, Antonio Ugarte, María Dolores |
author_facet | Adin, Aritz Martínez-Bello, Daniel Adyro López-Quílez, Antonio Ugarte, María Dolores |
author_sort | Adin, Aritz |
collection | PubMed |
description | Risk maps of dengue disease offer to the public health officers a tool to model disease risk in space and time. We analyzed the geographical distribution of relative incidence risk of dengue disease in a high incidence city from Colombia, and its evolution in time during the period January 2009—December 2015, identifying regional effects at different levels of spatial aggregations. Cases of dengue disease were geocoded and spatially allocated to census sectors, and temporally aggregated by epidemiological periods. The census sectors are nested in administrative divisions defined as communes, configuring two levels of spatial aggregation for the dengue cases. Spatio-temporal models including census sector and commune-level spatially structured random effects were fitted to estimate dengue incidence relative risks using the integrated nested Laplace approximation (INLA) technique. The final selected model included two-level spatial random effects, a global structured temporal random effect, and a census sector-level interaction term. Risk maps by epidemiological period and risk profiles by census sector were generated from the modeling process, showing the transmission dynamics of the disease. All the census sectors in the city displayed high risk at some epidemiological period in the outbreak periods. Relative risk estimation of dengue disease using INLA offered a quick and powerful method for parameter estimation and inference. |
format | Online Article Text |
id | pubmed-6133285 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-61332852018-09-27 Two-level resolution of relative risk of dengue disease in a hyperendemic city of Colombia Adin, Aritz Martínez-Bello, Daniel Adyro López-Quílez, Antonio Ugarte, María Dolores PLoS One Research Article Risk maps of dengue disease offer to the public health officers a tool to model disease risk in space and time. We analyzed the geographical distribution of relative incidence risk of dengue disease in a high incidence city from Colombia, and its evolution in time during the period January 2009—December 2015, identifying regional effects at different levels of spatial aggregations. Cases of dengue disease were geocoded and spatially allocated to census sectors, and temporally aggregated by epidemiological periods. The census sectors are nested in administrative divisions defined as communes, configuring two levels of spatial aggregation for the dengue cases. Spatio-temporal models including census sector and commune-level spatially structured random effects were fitted to estimate dengue incidence relative risks using the integrated nested Laplace approximation (INLA) technique. The final selected model included two-level spatial random effects, a global structured temporal random effect, and a census sector-level interaction term. Risk maps by epidemiological period and risk profiles by census sector were generated from the modeling process, showing the transmission dynamics of the disease. All the census sectors in the city displayed high risk at some epidemiological period in the outbreak periods. Relative risk estimation of dengue disease using INLA offered a quick and powerful method for parameter estimation and inference. Public Library of Science 2018-09-11 /pmc/articles/PMC6133285/ /pubmed/30204762 http://dx.doi.org/10.1371/journal.pone.0203382 Text en © 2018 Adin et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Adin, Aritz Martínez-Bello, Daniel Adyro López-Quílez, Antonio Ugarte, María Dolores Two-level resolution of relative risk of dengue disease in a hyperendemic city of Colombia |
title | Two-level resolution of relative risk of dengue disease in a hyperendemic city of Colombia |
title_full | Two-level resolution of relative risk of dengue disease in a hyperendemic city of Colombia |
title_fullStr | Two-level resolution of relative risk of dengue disease in a hyperendemic city of Colombia |
title_full_unstemmed | Two-level resolution of relative risk of dengue disease in a hyperendemic city of Colombia |
title_short | Two-level resolution of relative risk of dengue disease in a hyperendemic city of Colombia |
title_sort | two-level resolution of relative risk of dengue disease in a hyperendemic city of colombia |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6133285/ https://www.ncbi.nlm.nih.gov/pubmed/30204762 http://dx.doi.org/10.1371/journal.pone.0203382 |
work_keys_str_mv | AT adinaritz twolevelresolutionofrelativeriskofdenguediseaseinahyperendemiccityofcolombia AT martinezbellodanieladyro twolevelresolutionofrelativeriskofdenguediseaseinahyperendemiccityofcolombia AT lopezquilezantonio twolevelresolutionofrelativeriskofdenguediseaseinahyperendemiccityofcolombia AT ugartemariadolores twolevelresolutionofrelativeriskofdenguediseaseinahyperendemiccityofcolombia |